Update README.md

README.md

@@ -73,6 +73,7 @@ AstroLLaMA-2-70B-Base_AIC demonstrates notable improvements over its baseline LL
 
 | Model | Score (%) |
 |-------|-----------|
+| **AstroSage-LLaMA-3.1-8B (AstroMLab)** | **80.9** |
 | **<span style="color:green">AstroLLaMA-2-70B-Base (AstroMLab)</span>** | **<span style="color:green">76.0</span>** |
 | LLaMA-3.1-8B | 73.7 |
 | LLaMA-2-70B | 70.7 |
@@ -95,5 +96,20 @@ While this model is designed for scientific use, users should be mindful of pote
 If you use this model in your research, please cite:
 
 ```
-[Citation for Pan et al. 2024 to be added]
+@ARTICLE{2024arXiv240919750P,
+       author = {{Pan}, Rui and {Dung Nguyen}, Tuan and {Arora}, Hardik and {Accomazzi}, Alberto and {Ghosal}, Tirthankar and {Ting}, Yuan-Sen},
+        title = "{AstroMLab 2: AstroLLaMA-2-70B Model and Benchmarking Specialised LLMs for Astronomy}",
+      journal = {arXiv e-prints},
+     keywords = {Astrophysics - Instrumentation and Methods for Astrophysics, Computer Science - Computation and Language},
+         year = 2024,
+        month = sep,
+          eid = {arXiv:2409.19750},
+        pages = {arXiv:2409.19750},
+          doi = {10.48550/arXiv.2409.19750},
+archivePrefix = {arXiv},
+       eprint = {2409.19750},
+ primaryClass = {astro-ph.IM},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2024arXiv240919750P},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
 ```